{"id":"W7161994883","doi":"10.82308/27585","title":"Decision support system for alleviating phosphorus contamination","year":2008,"lang":"en","type":"dissertation","venue":"","topic":"Soil and Water Nutrient Dynamics","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Decision support system; Nonpoint source pollution; Agriculture; Pollution; Contamination; Index (typography); Suitability analysis; Risk assessment","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001913627,0.0006582274,0.0005660745,0.001116257,0.000551484,0.002058897,0.001217508,0.000794082,0.009896157],"category_scores_gemma":[0.003398492,0.000225787,0.0005697303,0.0006272756,0.0002297101,0.001087044,0.0008200411,0.0005916872,0.002746249],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008230068,"about_ca_system_score_gemma":0.001634354,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004748025,"about_ca_topic_score_gemma":0.003454214,"domain_scores_codex":[0.9992644,0.0002109022,0.0001148909,0.0001312719,0.0002104767,0.00006810466],"domain_scores_gemma":[0.9983054,0.0008273278,0.0001231075,0.0001220762,0.0005216185,0.0001004996],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001506161,0.000641768,0.006942437,0.001078077,0.0002067968,0.001133241,0.0005375577,0.1832244,0.03199594,0.02569314,0.05318478,0.6938556],"study_design_scores_gemma":[0.0003128703,0.0003259962,0.001848762,0.0001788123,0.0001090622,0.0002107006,0.000286242,0.8998051,0.0196543,0.01376236,0.06343784,0.00006795569],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.06049353,0.0006575309,0.8678991,0.001836903,0.0003150421,0.001678881,0.005113704,0.03741674,0.02458865],"genre_scores_gemma":[0.4984612,0.0006099154,0.4815553,0.0006671277,0.0001088406,0.000953486,0.005461995,0.0002541794,0.01192789],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.009896157,"threshold_uncertainty_score":0.03310597,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008115572447592003,"score_gpt":0.2329243519024101,"score_spread":0.2248087794548181,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}